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MentalBERT Based Depression Detection from Social Media: Comparing Classical, Hybrid and Transformer Models

A comparative study of classical, hybrid, and transformer models for depression-related text classification using Twitter and Reddit posts, with fine-tuned MentalBERT achieving the strongest performance among the evaluated models.

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